Concepedia
Information Systems · 2021 · 13 citations · 27 references
Open access
Data GenerationEngineeringAutomated Machine LearningManagementComputer ArchitectureData IntegrationComputer ScienceParallel ComputingData ManagementAuto-tuningData Modeling
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Random search for hyper-parameter optimization
James Bergstra, Yoshua Bengio · 2012 · 7.9K citations
Practical Bayesian Optimization of Machine Learning Algorithms
Jasper Snoek, Hugo Larochelle, Ryan P. Adams · arXiv (Cornell University) · 2012 · 5.6K citations · Full text
Artificial Intelligence, Model Optimization, Hyperparameter Estimation +11
Unbiased Recursive Partitioning: A Conditional Inference Framework
Torsten Hothorn, Kurt Hornik, Achim Zeileis · Journal of Computational and Graphical Statistics · 2006 · 4K citations
Recursive Binary Partitioning, Engineering, Inductive Inference +16
Simulated annealing: theory and applications.
Mathematics and Computers in Simulation · 1988 · 3K citations · Full text
Numerical Analysis, Modeling And Simulation, Engineering +1
Making a Science of Model Search: Hyperparameter Optimization in Hundreds of Dimensions for Vision Architectures
James Bergstra, Daniel Yamins, David Cox · 2013 · 1.6K citations · Full text